The COVID-19 Situation Report is a data intensive report that tries to portray an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic. If you would like to add additional metrics to this report, please send a mail to the author at .

Date of Report

Numbers as on EOD 

## [1] "2021-01-28"

COVID-19 Overall Stats (Worldwide)

Overall Confirmed Cases Count Worldwide 

## [1] "101457552 (up from 100866032 yesterday: 0.59 % increase)"

Overall Deaths Worldwide

Please note that the deaths is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] "2191206 (up from 2174548 yesterday: 0.77 % increase)"

Overall Confirmed Cases Count Worldwide in the past 21 Days 

## [1] 13315684

Overall Fatality Rate Worldwide in %

Please note that the fatality rate is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] 2.16



In- Depth Country Wise Stats (With Atleast 100000 COVID-19 Confirmations)

Overall Confirmed Cases and Deaths- Country Wise (With Fatality Rates)

Country_Region TotalConfirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days TotalDeaths NewDeaths DeathsPercentIncrease FatalityRate
US 25766681 168620 0.66 4096479 433195 4000 0.93 1.68
India 10720048 18855 0.18 306631 154010 163 0.11 1.44
Brazil 9058687 61811 0.69 1097014 221547 1386 0.63 2.45
United Kingdom 3754448 28811 0.77 856396 103324 1239 1.21 2.75
Russia 3752548 18856 0.51 454715 70533 562 0.80 1.88
France 3166145 696 0.02 402775 74601 1 0.00 2.36
Spain 2705001 34899 1.31 680097 57806 515 0.90 2.14
Italy 2515507 14360 0.57 295146 87381 492 0.57 3.47
Turkey 2457118 7279 0.30 161016 25605 129 0.51 1.04
Germany 2194562 14883 0.68 308001 55883 1385 2.54 2.55
Colombia 2067575 12270 0.60 330228 52913 390 0.74 2.56
Argentina 1905524 9471 0.50 215518 47601 166 0.35 2.50
Mexico 1825519 18670 1.03 331950 155145 1506 0.98 8.50
Poland 1496665 7153 0.48 139783 36443 389 1.08 2.43
South Africa 1437798 7150 0.50 267208 43105 555 1.30 3.00
Iran 1398841 6527 0.47 130578 57736 85 0.15 4.13
Ukraine 1247674 5811 0.47 113872 23469 162 0.70 1.88
Peru 1113970 6731 0.61 91952 40272 165 0.41 3.62
Indonesia 1037993 13695 1.34 240270 29331 476 1.65 2.83
Netherlands 979702 4730 0.49 116897 13925 84 0.61 1.42
Czechia 964660 8505 0.89 169920 15944 153 0.97 1.65
Canada 770427 4562 0.60 130734 19659 180 0.92 2.55
Romania 721513 2901 0.40 62555 18105 90 0.50 2.51
Chile 714143 4255 0.60 84967 18174 134 0.74 2.54
Belgium 702437 2775 0.40 43782 20982 49 0.23 2.99
Portugal 685383 16432 2.46 228850 11608 303 2.68 1.69
Israel 628895 7305 1.18 157847 4669 64 1.39 0.74
Iraq 617202 943 0.15 16447 13024 6 0.05 2.11
Sweden 564557 4085 0.73 82273 11520 95 0.83 2.04
Pakistan 541031 1644 0.30 43521 11560 46 0.40 2.14
Bangladesh 533953 509 0.10 14048 8087 15 0.19 1.51
Philippines 519575 1168 0.23 37492 10552 71 0.68 2.03
Switzerland 519404 1699 0.33 44640 9308 48 0.52 1.79
Morocco 469139 756 0.16 20461 8224 17 0.21 1.75
Austria 410230 1449 0.35 35500 7607 43 0.57 1.85
Serbia 390637 1592 0.41 36730 3965 21 0.53 1.02
Japan 380644 4162 1.11 113560 5503 115 2.13 1.45
Saudi Arabia 367276 253 0.07 3791 6366 3 0.05 1.73
Hungary 363450 1569 0.43 28614 12291 93 0.76 3.38
Jordan 324169 1058 0.33 20098 4269 7 0.16 1.32
Panama 316808 1408 0.45 47717 5196 20 0.39 1.64
Lebanon 293157 3497 1.21 88458 2621 68 2.66 0.89
United Arab Emirates 293052 3966 1.37 71298 819 8 0.99 0.28
Nepal 270588 213 0.08 6983 2020 0 0.00 0.75
Georgia 256287 723 0.28 20796 3127 19 0.61 1.22
Ecuador 246000 2465 1.01 27615 14766 62 0.42 6.00
Slovakia 243427 2035 0.84 45243 4411 50 1.15 1.81
Belarus 242851 1718 0.71 36055 1688 10 0.60 0.70
Kazakhstan 231716 1528 0.66 24876 3040 0 0.00 1.31
Croatia 230978 619 0.27 14130 4943 30 0.61 2.14
Azerbaijan 229793 209 0.09 6908 3113 8 0.26 1.35
Bulgaria 217574 560 0.26 10315 8973 29 0.32 4.12
Bolivia 210726 2652 1.27 41835 10226 59 0.58 4.85
Dominican Republic 208610 1155 0.56 31117 2603 24 0.93 1.25
Tunisia 204351 2028 1.00 52097 6508 62 0.96 3.18
Malaysia 198208 4094 2.11 69743 717 10 1.41 0.36
Denmark 197892 668 0.34 20385 2072 21 1.02 1.05
Ireland 193645 2463 1.29 65988 3167 47 1.51 1.64
Costa Rica 192637 571 0.30 16230 2599 15 0.58 1.35
Lithuania 180170 958 0.53 25620 2743 27 0.99 1.52
Armenia 166669 242 0.15 5615 3067 11 0.36 1.84
Egypt 164282 521 0.32 17473 9169 54 0.59 5.58
Kuwait 163450 588 0.36 10472 958 1 0.10 0.59
Slovenia 163235 1573 0.97 28690 3448 23 0.67 2.11
Moldova 158309 683 0.43 10015 3413 17 0.50 2.16
Guatemala 157595 1098 0.70 16521 5543 30 0.54 3.52
West Bank and Gaza 157593 597 0.38 12341 1812 4 0.22 1.15
Greece 154796 713 0.46 12019 5742 18 0.31 3.71
Qatar 150280 347 0.23 5009 248 0 0.00 0.17
Honduras 144992 985 0.68 19874 3549 37 1.05 2.45
Burma 139152 350 0.25 10380 3103 14 0.45 2.23
Ethiopia 135594 549 0.41 8367 2085 2 0.10 1.54
Oman 133728 154 0.12 3658 1527 2 0.13 1.14
Paraguay 130917 754 0.58 18061 2681 13 0.49 2.05
Nigeria 127024 864 0.68 31090 1547 4 0.26 1.22
Venezuela 125364 406 0.32 10042 1171 6 0.52 0.93
Bosnia and Herzegovina 121194 330 0.27 7802 4659 16 0.34 3.84
Libya 116779 715 0.62 13264 1832 30 1.66 1.57
Algeria 106610 251 0.24 5228 2881 4 0.14 2.70
Bahrain 101503 387 0.38 6870 372 1 0.27 0.37
Kenya 100422 99 0.10 2689 1753 2 0.11 1.75

In Depth USA Stats (State Wise Figures)

Confirmed Cases and Deaths- States of USA (With Fatality Rates)

State Confirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
California 3273905 23256 0.72 664817 39574 757 1.95 1.21 82858.03 1001.56 1 in 12
Texas 2330272 21052 0.91 420181 36292 415 1.16 1.56 80365.62 1251.63 1 in 12
Florida 1687594 11423 0.68 257872 26035 202 0.78 1.54 78574.11 1212.19 1 in 13
New York 1382855 13783 1.01 300970 43093 206 0.48 3.12 71084.93 2215.17 1 in 14
Illinois 1116372 4191 0.38 108327 21073 124 0.59 1.89 88098.78 1662.98 1 in 11
Georgia 892957 7352 0.83 169327 13827 184 1.35 1.55 84102.99 1302.29 1 in 12
Ohio 883716 5432 0.62 130648 11006 75 0.69 1.25 75601.71 941.56 1 in 13
Pennsylvania 828632 6050 0.74 130627 21264 232 1.10 2.57 64726.82 1660.99 1 in 15
Arizona 743232 4671 0.63 158639 12819 176 1.39 1.72 97602.42 1683.41 1 in 10
North Carolina 739500 6490 0.89 146754 9046 131 1.47 1.22 70508.59 862.50 1 in 14
Tennessee 717583 1777 0.25 83346 9417 101 1.08 1.31 105014.59 1378.13 1 in 10
New Jersey 681283 4746 0.70 114522 21301 81 0.38 3.13 76702.14 2398.17 1 in 13
Indiana 619995 2819 0.46 73496 9879 34 0.35 1.59 92093.71 1467.42 1 in 11
Michigan 606488 2255 0.37 50741 15402 88 0.57 2.54 60728.62 1542.23 1 in 16
Wisconsin 587580 1980 0.34 47072 6334 32 0.51 1.08 100916.56 1087.86 1 in 10
Massachusetts 514134 4631 0.91 102533 14348 44 0.31 2.79 73981.41 2064.61 1 in 14
Virginia 493674 5121 1.05 110995 6308 80 1.28 1.28 57837.61 739.03 1 in 17
Missouri 469567 2036 0.44 44621 7011 23 0.33 1.49 76508.76 1142.34 1 in 13
Minnesota 458633 1316 0.29 29063 6208 16 0.26 1.35 81323.21 1100.78 1 in 12
Alabama 452734 3648 0.81 63504 7340 168 2.34 1.62 92334.68 1496.99 1 in 11
South Carolina 431169 3938 0.92 93057 6903 230 3.45 1.60 83743.05 1340.72 1 in 12
Louisiana 394909 2493 0.64 56855 8743 55 0.63 2.21 84948.70 1880.70 1 in 12
Colorado 391737 1441 0.37 38814 5569 17 0.31 1.42 68024.82 967.05 1 in 15
Oklahoma 381430 2320 0.61 66076 3423 35 1.03 0.90 96394.44 865.06 1 in 10
Kentucky 355868 2934 0.83 64439 3611 69 1.95 1.01 79653.99 808.25 1 in 13
Maryland 348749 2190 0.63 52875 7037 41 0.59 2.02 57685.65 1163.97 1 in 17
Utah 342445 1761 0.52 45128 1620 0 0.00 0.47 106815.19 505.31 1 in 9
Iowa 317124 1010 0.32 23935 4532 32 0.71 1.43 100512.51 1436.42 1 in 10
Washington 307809 2520 0.83 43797 4243 32 0.76 1.38 40421.97 557.20 1 in 25
Arkansas 290856 1892 0.65 44940 4784 42 0.89 1.64 96379.35 1585.25 1 in 10
Nevada 274951 1078 0.39 34155 4181 47 1.14 1.52 89265.28 1357.40 1 in 11
Kansas 274823 77 0.03 35512 3707 0 0.00 1.35 94333.46 1272.43 1 in 11
Mississippi 270476 1804 0.67 42241 5945 28 0.47 2.20 90881.20 1997.55 1 in 11
Connecticut 248765 1426 0.58 46007 7020 44 0.63 2.82 69774.19 1968.99 1 in 14
Nebraska 189597 813 0.43 16006 1921 4 0.21 1.01 98012.93 993.07 1 in 10
New Mexico 171719 672 0.39 19900 3226 28 0.88 1.88 81894.61 1538.51 1 in 12
Idaho 161720 508 0.32 14547 1721 7 0.41 1.06 90242.26 960.34 1 in 11
Oregon 140783 720 0.51 19698 1930 6 0.31 1.37 33378.80 457.59 1 in 30
West Virginia 118562 787 0.67 22560 1983 30 1.54 1.67 66341.49 1109.59 1 in 15
Rhode Island 113754 745 0.66 17163 2144 9 0.42 1.88 107379.83 2023.86 1 in 9
South Dakota 107795 187 0.17 5663 1763 24 1.38 1.64 121849.21 1992.86 1 in 8
North Dakota 97304 144 0.15 3148 1442 1 0.07 1.48 127685.15 1892.23 1 in 8
Montana 92934 403 0.44 8184 1210 9 0.75 1.30 86953.51 1132.13 1 in 12
Puerto Rico 92541 297 0.32 12643 1801 7 0.39 1.95 28976.16 563.92 1 in 35
Delaware 76495 663 0.87 13546 1075 3 0.28 1.41 78556.00 1103.96 1 in 13
New Hampshire 64258 695 1.09 14997 1022 16 1.59 1.59 47258.57 751.63 1 in 21
Alaska 53877 207 0.39 4649 262 1 0.38 0.49 73648.24 358.15 1 in 14
Wyoming 51430 62 0.12 5262 596 0 0.00 1.16 88862.55 1029.79 1 in 11
Maine 38454 284 0.74 10829 567 5 0.89 1.47 28607.09 421.81 1 in 35
District of Columbia 36132 267 0.74 5382 902 7 0.78 2.50 51196.67 1278.07 1 in 20
Hawaii 25746 94 0.37 2849 405 2 0.50 1.57 18183.85 286.04 1 in 55
Vermont 11523 144 1.27 3120 172 0 0.00 1.49 18466.67 275.65 1 in 54

US Tested- Confirmed Funnel (All States)

State Level Figures

State Tested Confirmed ConfirmationRate TestedinPast21Days ConfirmedinPast21Days ConfirmationRateForPast21Days TestsPerMillPopl
1 California 41470634 3273905 7.89 6710279 664817 9.91 1049564.7
2 Texas 16949139 2330272 13.75 2503230 420181 16.79 584536.1
3 Florida 18765200 1687594 8.99 2313922 257872 11.14 873704.7
4 New York 31378817 1382855 4.41 4806585 300970 6.26 1613011.5
5 Illinois 15733562 1116372 7.10 1929616 108327 5.61 1241618.1
6 Georgia 6338228 892957 14.09 768615 169327 22.03 596964.8
7 Ohio 8921429 883716 9.91 958108 130648 13.64 763226.3
8 Pennsylvania 4425370 828632 18.72 394567 130627 33.11 345678.3
9 Arizona 3409395 743232 21.80 419583 158639 37.81 447727.2
10 North Carolina 8725737 739500 8.47 1411095 146754 10.40 831966.7
11 Tennessee 6354257 717583 11.29 513438 83346 16.23 929912.9
12 New Jersey 9341031 681283 7.29 1219969 114522 9.39 1051658.5
13 Indiana 6884491 619995 9.01 933569 73496 7.87 1022618.4
14 Michigan 9271264 606488 6.54 861237 50741 5.89 928346.5
15 Wisconsin 6092912 587580 9.64 575093 47072 8.19 1046454.5
16 Massachusetts 13309441 514134 3.86 1892244 102533 5.42 1915164.4
17 Virginia 5146985 493674 9.59 683217 110995 16.25 603007.8
18 Missouri 4106829 469567 11.43 359439 44621 12.41 669145.0
19 Minnesota 6138854 458633 7.47 585003 29063 4.97 1088520.3
20 Alabama 2116642 452734 21.39 184611 63504 34.40 431687.2
21 South Carolina 4099194 431169 10.52 742340 93057 12.54 796158.8
22 Louisiana 4938784 394909 8.00 569335 56855 9.99 1062379.6
23 Colorado 5342864 391737 7.33 693430 38814 5.60 927784.2
24 Oklahoma 3131910 381430 12.18 353615 66076 18.69 791491.8
25 Kentucky 3560903 355868 9.99 292847 64439 22.00 797037.5
26 Maryland 6865525 348749 5.08 893093 52875 5.92 1135608.4
27 Utah 2573911 342445 13.30 241524 45128 18.68 802852.4
28 Iowa 1244219 317124 25.49 55311 23935 43.27 394355.4
29 Washington 4470215 307809 6.89 500626 43797 8.75 587035.8
30 Arkansas 2394171 290856 12.15 264941 44940 16.96 793343.2
31 Nevada 2456188 274951 11.19 276157 34155 12.37 797423.2
32 Kansas 1159776 274823 23.70 122257 35512 29.05 398095.1
33 Mississippi 1564964 270476 17.28 153151 42241 27.58 525835.2
34 Connecticut 5883910 248765 4.23 1302214 46007 3.53 1650332.8
35 Nebraska 2064234 189597 9.18 250712 16006 6.38 1067114.1
36 New Mexico 2271929 171719 7.56 223593 19900 8.90 1083507.1
37 Idaho 597513 161720 27.07 43217 14547 33.66 333421.5
38 Oregon 3122704 140783 4.51 360373 19698 5.47 740374.3
39 West Virginia 1906307 118562 6.22 299790 22560 7.53 1066676.1
40 Rhode Island 2474030 113754 4.60 374285 17163 4.59 2335398.4
41 South Dakota 400070 107795 26.94 19836 5663 28.55 452230.8
42 North Dakota 1337275 97304 7.28 69192 3148 4.55 1754811.3
43 Montana 938967 92934 9.90 115688 8184 7.07 878542.6
45 Delaware 1203211 76495 6.36 173775 13546 7.80 1235629.0
46 New Hampshire 1234754 64258 5.20 159067 14997 9.43 908100.3
47 Alaska 1479849 53877 3.64 153307 4649 3.03 2022909.1
48 Wyoming 625382 51430 8.22 102694 5262 5.12 1080556.9
49 Maine 1363123 38454 2.82 200919 10829 5.39 1014068.5
50 District of Columbia 1070939 36132 3.37 133904 5382 4.02 1517450.2
51 Hawaii 958263 25746 2.69 108371 2849 2.63 676800.6
52 Vermont 870947 11523 1.32 139320 3120 2.24 1395773.0

In Depth Italy Stats (Region Wise Figures)

Confirmed Cases and Deaths- Regions of Italy (With Fatality and Confirmation Rates)

Region Swabs Confirmations NewConfirmations CasesPercentIncrease ConfirmationRate HospitalizedWithSymptoms IntensiveCare ActiveCases Deceased FatalityRate
Lombardia 5567301 532884 2603 0.49 9.57 3537 371 49839 26939 5.06
Veneto 4034670 309909 572 0.18 7.68 1599 249 38964 8809 2.84
Piemonte 2017653 220888 1062 0.48 10.95 2194 151 12484 8736 3.95
Campania 2383402 218243 1313 0.61 9.16 1474 98 63589 3704 1.70
Emilia-Romagna 3042797 214754 1265 0.59 7.06 2242 209 47539 9363 4.36
Lazio 3261068 202207 1263 0.63 6.20 2458 289 64642 4870 2.41
Sicilia 1700897 133597 994 0.75 7.85 1405 215 46176 3371 2.52
Toscana 2190275 132749 620 0.47 6.06 672 100 8674 4146 3.12
Puglia 1286025 119898 1159 0.98 9.32 1394 173 52348 3126 2.61
Liguria 841787 68768 372 0.54 8.17 588 67 4246 3300 4.80
Friuli Venezia Giulia 1124994 66166 642 0.98 5.88 619 59 11360 2346 3.55
Marche 674037 54289 429 0.80 8.05 551 70 9027 1926 3.55
Abruzzo 663071 41718 268 0.65 6.29 399 40 10066 1446 3.47
P.A. Bolzano 477254 38470 562 1.48 8.06 216 30 14540 859 2.23
Sardegna 569235 37884 237 0.63 6.66 465 43 16353 969 2.56
Umbria 609165 35194 369 1.06 5.78 338 54 5303 760 2.16
Calabria 509764 32076 302 0.95 6.29 273 21 9078 582 1.81
P.A. Trento 519585 26855 207 0.78 5.17 191 34 2163 1143 4.26
Basilicata 208991 13087 42 0.32 6.26 74 2 6927 320 2.45
Molise 135181 8099 83 1.04 5.99 48 9 1036 263 3.25
Valle d’Aosta 69450 7772 8 0.10 11.19 41 4 263 403 5.19

In Depth Canada Stats (With Province Level Figures)

Confirmed Cases and Deaths- Provinces of Canada (With Fatality Rates)

Province Confirmed NewConfirmations CasesPercentIncrease Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Ontario 267173 2023 0.76 6025 47 0.79 2.26 18160.42 409.53 1 in 55
Quebec 258698 1368 0.53 9667 106 1.11 3.74 30300.76 1132.28 1 in 33
Alberta 122821 461 0.38 1606 7 0.44 1.31 27830.71 363.91 1 in 36
British Columbia 66265 546 0.83 1184 12 1.02 1.79 12965.38 231.66 1 in 77
Manitoba 29128 132 0.46 821 8 0.98 2.82 21145.29 596.00 1 in 47
Saskatchewan 22646 0 0.00 268 0 0.00 1.18 19164.47 226.80 1 in 52
Nova Scotia 1570 0 0.00 65 0 0.00 4.14 1606.21 66.50 1 in 623
New Brunswick 1202 27 2.30 16 0 0.00 1.33 1541.04 20.51 1 in 649
Newfoundland and Labrador 404 4 1.00 4 0 0.00 0.99 774.89 7.67 1 in 1291
Nunavut 283 1 0.35 1 0 0.00 0.35 NA NA 1 in NA
Prince Edward Island 110 0 0.00 0 0 NaN 0.00 695.51 0.00 1 in 1438
Yukon 70 0 0.00 1 0 0.00 1.43 1704.08 24.34 1 in 587
Northwest Territories 31 0 0.00 0 0 NaN 0.00 690.36 0.00 1 in 1449
Repatriated Travellers 13 0 0.00 0 0 NaN 0.00 NA NA 1 in NA

Time Series Curves (Top 20 Countries with the Highest Cases)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most confirmed COVID-19 cases as of today in decreasing order of confirmations.

Confirmed Cases Count (Linear)

Country Wise Time Series Curve

Confirmed Cases Count (Logarithmic)

Country Wise Time Series Curve

Time Series Curves (Top 20 Countries with the Highest Deaths)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most COVID-19 deaths as of today in decreasing order of confirmations.

Death Count (Linear)

Country Wise Time Series Curve

Death Count (Logarithmic)

Country Wise Time Series Curve

Epidemic Curve: Delta in the past 24 hrs (Top 20 Countries with the Highest Cases)

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various countries. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 20 countries in the world as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Delta in Confirmed Cases

Number of New Cases in the past 24 hrs

Delta in Deaths

Number of Deaths in the past 24 hrs

Measuring Outbreak Velocity: 5 Day Lagging Average Doubling Time (Top 20 Countries with the Highest Cases)

The velocity of an outbreak is determined by a construct known as doubling time. This value describes the number of days, on average, required for the number of cases to double in a given area. For our analysis we use average doubling time, which can be defined as the number of days, on average, required for the average number of COVID-19 cases to double in a given area.

This measure can describe COVID-19 behavior worldwide, in a country, or even in a smaller region such as a state. For our analysis, we will discuss average doubling time at a national level for the top 20 most affected countries.

Below, we have calculated average doubling time for several nations, on a trailing, rolling 5-day basisbased on today’s case values. A decline in average doubling time indicates that the COVID-19 outbreak (confirmation rate) is accelerating (average cases double in fewer days), while an increase of average doubling time indicates that the outbreak is slowing.

Ideally, when social distancing and lockdowns are implemented aggressively in a country and after some period of delay, doubling times should begin to increase in a matter of days, weeks, or months, depending upon the severity of the epidemic and the degree of social distancing achievable.

Given the fact that many countries across the world have already enacted or implemented social distancing measures, this is why one should be cautious not to extrapolate COVID-19 growth rates from trailing statistics.

5 Day Lagging Avg Doubling Time of Confirmations

Confirmed Cases and Deaths Per Million Population and Infection Odds

This metric confirmed cases per million population and deaths per million population shows the extent to which the disease has spread with respect to the population of the country. The metric Infection Odds shows 1 in how many people are infected with COVID-19 in the corresponding country.

For the top 20 countries with most confirmed cases excluding cruise ships

Country_Region ConfirmedCasesPerMillionPopl DeathsPerMillionPopl InfectionOdds
US 78749.03 1323.95 1 in 13
India 8006.01 115.02 1 in 125
Brazil 43280.87 1058.51 1 in 23
United Kingdom 56508.85 1555.15 1 in 18
Russia 25969.19 488.12 1 in 39
France 47262.95 1113.61 1 in 21
Spain 57972.59 1238.88 1 in 17
Italy 41592.38 1444.79 1 in 24
Turkey 30406.11 316.85 1 in 33
Germany 26507.57 675.00 1 in 38
Colombia 42135.21 1078.32 1 in 24
Argentina 43043.23 1075.24 1 in 23
Mexico 14129.40 1200.81 1 in 71
Poland 39406.66 959.53 1 in 25
South Africa 25349.05 759.96 1 in 39
Iran 17235.60 711.38 1 in 58
Ukraine NA NA 1 in NA
Peru 34627.60 1251.85 1 in 29
Indonesia 3931.79 111.10 1 in 254
Netherlands 57025.73 810.54 1 in 18

US Detailed State and County Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the state/ county level in USA.

Epidemic Curve: Delta in Confirmed Cases in US States

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various US states. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 30 states in USA as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in US States

Number of Deaths in the past 24 hrs

Top 100 US Counties with the Highest Cases and Deaths

All NYC boroughs are mentioned together as New York County

County State Confirmations Deaths FatalityRate
Los Angeles California 1098411 16127 1.47
Maricopa Arizona 462580 7271 1.57
Cook Illinois 450116 9363 2.08
Miami-Dade Florida 366127 4797 1.31
Harris Texas 308902 4152 1.34
San Bernardino California 271189 1776 0.65
Riverside California 270105 3058 1.13
Dallas Texas 253684 2748 1.08
Orange California 241648 2868 1.19
San Diego California 232970 2534 1.09
Tarrant Texas 213611 2123 0.99
Clark Nevada 211453 3207 1.52
Queens New York 172995 8058 4.66
Kings New York 169991 8299 4.88
Broward Florida 169691 2069 1.22
Bexar Texas 166022 2262 1.36
Suffolk New York 140113 2756 1.97
Salt Lake Utah 128589 659 0.51
Nassau New York 125370 2655 2.12
Bronx New York 116058 5381 4.64
El Paso Texas 112259 2086 1.86
Philadelphia Pennsylvania 108760 2860 2.63
Palm Beach Florida 104693 2152 2.06
Franklin Ohio 103578 709 0.68
Milwaukee Wisconsin 102528 1154 1.13
Orange Florida 101246 937 0.93
Santa Clara California 100468 1344 1.34
Middlesex Massachusetts 100273 3074 3.07
Pima Arizona 99441 1706 1.72
Hillsborough Florida 98900 1285 1.30
Wayne Michigan 96151 3964 4.12
Hennepin Minnesota 95126 1513 1.59
Kern California 92327 609 0.66
Westchester New York 92062 1875 2.04
Cuyahoga Ohio 87999 1162 1.32
Fresno California 86886 1137 1.31
Marion Indiana 85542 1346 1.57
Sacramento California 85428 1216 1.42
Mecklenburg North Carolina 84444 743 0.88
Utah Utah 83457 281 0.34
New York New York 83103 3540 4.26
St. Louis Missouri 82831 1675 2.02
Gwinnett Georgia 81838 737 0.90
Shelby Tennessee 79909 1235 1.55
Duval Florida 79790 894 1.12
King Washington 77067 1233 1.60
Essex Massachusetts 76259 1939 2.54
Fulton Georgia 75935 933 1.23
Providence Rhode Island 74238 1582 2.13
Davidson Tennessee 74073 723 0.98
Oklahoma Oklahoma 73876 565 0.76
Alameda California 72597 937 1.29
DuPage Illinois 71819 1189 1.66
Fairfield Connecticut 71697 1927 2.69
Collin Texas 71179 561 0.79
Suffolk Massachusetts 70398 1548 2.20
Oakland Michigan 70023 1891 2.70
Allegheny Pennsylvania 68445 1485 2.17
Ventura California 68397 579 0.85
Travis Texas 67566 704 1.04
Prince George’s Maryland 66888 1218 1.82
Hamilton Ohio 66124 457 0.69
Jefferson Alabama 65992 1101 1.67
Bergen New Jersey 65850 2461 3.74
Jefferson Kentucky 65209 666 1.02
Essex New Jersey 63524 2530 3.98
Wake North Carolina 63196 427 0.68
Hartford Connecticut 62913 2099 3.34
Hidalgo Texas 62833 2418 3.85
New Haven Connecticut 62757 1782 2.84
Tulsa Oklahoma 62739 564 0.90
Middlesex New Jersey 62445 1899 3.04
San Joaquin California 61548 850 1.38
Cobb Georgia 61400 730 1.19
Douglas Nebraska 60840 573 0.94
Will Illinois 60614 904 1.49
Hudson New Jersey 60138 1855 3.08
Fairfax Virginia 58501 772 1.32
Worcester Massachusetts 58264 1807 3.10
Pinellas Florida 58125 1276 2.20
Montgomery Maryland 58011 1294 2.23
Contra Costa California 56252 525 0.93
Erie New York 56080 1444 2.57
Macomb Michigan 55569 1842 3.31
Lake Illinois 55452 938 1.69
Denver Colorado 55170 731 1.32
Greenville South Carolina 54521 697 1.28
Denton Texas 52594 498 0.95
Lee Florida 51814 781 1.51
Passaic New Jersey 50455 1590 3.15
Union New Jersey 50429 1662 3.30
DeKalb Georgia 50352 636 1.26
Stanislaus California 50008 815 1.63
Fort Bend Texas 49529 474 0.96
Sedgwick Kansas 49435 517 1.05
Polk Florida 49348 960 1.95
Johnson Kansas 49248 646 1.31
Bristol Massachusetts 49218 1312 2.67
Kent Michigan 49011 645 1.32
Ocean New Jersey 48944 1637 3.34

Overall US Choropleth Map

Choropleths are an ideal way to visualize the past/ current COVID-19 hotspots within a country. The below were the overall (not current) hotspots in the US.

County level COVID-19 Confirmations Map

Canada Detailed Province Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the province level in Canada.

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in the most affected Canadian provinces- Quebec, Ontario, Alberta and British Columbia. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Epidemic Curve: Delta in Confirmed Cases in Canadian Provinces

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in Canadian Provinces

Number of Deaths in the past 24 hrs

Data Sources

Github Repo: CSSEGISandData, The NY Times, amodm/api-covid19-in and pcm-dpc